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Partnership connects muncipal finance data with academic researchers

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Partnership connects muncipal finance data with academic researchers

The University of Chicago Harris School of Public Policy’s Center for Municipal Finance is joining forces with Investortools, a fixed income software and data company, to make more data on the municipal finance sector available to academics. It’s the first step in an expansion of the center’s resources as it looks to become the premier destination for municipal finance researchers.

Inspired by a decade-old program at the University of Chicago Booth School of Business, the data distribution partnership will connect researchers looking to publish in scholarly journals with data points gathered by Investortools and chosen by the center.

The center will adjust its data points based on feedback from researchers, CMF Director Justin Marlowe said, and the researchers will be able to choose from different data segments.

“We chose data points that we believe are most in demand among researchers,” said Justin Marlowe, director of the University of Chicago Harris School of Public Policy’s Center for Municipal Finance.

“We chose data points that we believe are most in demand among researchers,” Marlowe said, adding that the partnership is a win for the university because of Investortools’ decades of leadership in the municipal finance industry.

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“Their data from government financial statements are widely known as the most comprehensive and reliable in the business,” he said. “And perhaps more important, they are thought leaders who believe high-quality academic research can add tremendous value to practice.”

Investortools pulls data from the audited financial statements of city, county and state governments; the data spans everything from school districts to hospitals to transportation authorities. Its database covers all local governments with populations over 20,000, said Richard Ciccarone, president emeritus of Merritt Research Services, a subsidiary of Investortools, and includes 15 sectors in total. 

“It’s a pretty wide net of the credits that are really making a difference,” Ciccarone said.

Few academics can afford top-quality private sector data, and there are a lot of hurdles involved in signing contracts with data vendors, so the academics often wind up using inferior data, said Christopher Berry, the William and Alicia Townsend Friedman professor at the Harris School.

The new partnership gives academics access to Investortools data at lower pricing, and the center handles the administrative work and vetting of researchers.

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The Booth School has had a partnership with the Nielsen Corporation through the school’s Kilts Center for Marketing since 2012. Berry said that partnership “has led to some great research,” and has proved to be a stepping stone to other Booth School partnerships with private sector data vendors. 

“Our goal is to make the CMF a similar sort of academic repository for private sector data in the municipal finance industry,” he said. 

The Harris partnership is already producing results. One group of researchers is currently using Investortools data to examine how natural disasters impact the fiscal health of cities and counties, and to see if climate adaptation planning can act as a buffer. Another group is researching nonprofit hospitals, and how a hospital’s debt load affects the ratio of Medicaid to Medicare to privately insured patients as well as the mix of elective or non-elective procedures performed there.

The latter research recalls one of the earlier, sporadic partnerships that Merritt had with individual academics. Northwestern University Kellogg School of Business professor Thomas Prince used Merritt data to look at nonprofit hospitals; specifically, how bond ratings and debt insurance coverage affected operating performance.

Precursors to the more comprehensive Harris School partnership, those partnerships helped Ciccarone see how such collaboration could serve both parties’ interests, he said.

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“We’re going to learn a lot from this whole process,” he said. “All of public finance is going to benefit from the insights developed with the help of this program.”

In screening researchers who apply to use the data, Marlowe said, the center will be looking to answer questions that no one has asked thus far or to update previous knowledge with more recent results.

“The main criterion is that the researchers can articulate how the project might contribute to the academic literature,” he said. “Is it developing new measures of important concepts? If that potential contribution is clear and obvious, then we’re interested.” 

Jonathan Anderson, chief product officer at Investortools, said in a statement that the company expects its partnership with the university to deepen understanding of public finance, from the academic realm to market participants. 

“We have to speak more of a common language – that’s part of the goal,” said Ciccarone. “It starts with the data.”

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Despite key role in funding local bodies, state finance panels remain weak: Study – The Times of India

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Despite key role in funding local bodies, state finance panels remain weak: Study – The Times of India

NEW DELHI: Only seven states — Rajasthan, Haryana, Tamil Nadu, Bihar, Kerala, Assam and Himachal Pradesh — have constituted all seven State Finance Commissions (SFCs) since 1992–93, when Parliament passed two constitutional amendment Acts to institutionalise local govts in urban and rural areas, according to a report published by Janaagraha, a think tank on local governance.This highlights how most state govts have failed to prioritise the institutionalisation of SFCs, which play a crucial role in devolution of finances to municipal and other local bodies. The study on SFCs flagged chronic delays in constituting these commissions, weakening them from inception. In many cases, SFCs were constituted with truncated tenures — sometimes as short as six months — and continued functioning through repeated extensions.In contrast, the Finance Commission (FC) set up by Centre has a fixed two-year term. The report noted that despite being the most predictable source of funding for cities and towns, SFCs remain neglected and unevenly empowered across states.It called for giving SFCs the same standing as FC. Its recommendations include fixing timelines for constituting SFCs, ensuring adequate staffing and data systems, and requiring state govts to present Action Taken Reports in their assemblies within six months, with clear explanations for accepted or rejected proposals.The report highlighted that transfers from state govts to local bodies, as recommended by SFCs, are, on average, nearly four times larger than those by FC, making SFCs vital to local govts. This is particularly significant given that most urban local bodies have weak own-source revenues.According to the report, own-source revenues of municipal bodies cover only 60–70% of their recurrent expenditure. They largely depend on state and central grants for capital investment and some operational spending. It also noted that 72% of urban infrastructure is financed by central and state govts.“Scheme funding is typically sector-linked, and its continuity cannot always be guaranteed. In comparison, devolutions recommended by FC and SFCs are meant to provide predictable, flexible and autonomous funding to meet local needs,” the report said. It added that in many states, SFC grants are the only predictable source of funds for municipal bodies — not just for asset creation but also for payment of staff salaries and operational and maintenance expenses.For instance, in Karnataka, SFC grants accounted for over 75% of total receipts in smaller municipalities and 40–50% in larger cities.

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The S&P 500 looks risky, but I’m still buying this stock

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The S&P 500 looks risky, but I’m still buying this stock

Image source: Getty Images

Billionaire Warren Buffett’s advice for most investors has been to buy a low-cost fund that tracks the S&P 500. But that looks like a risky proposition to me right now.

The index is heavily concentrated around a few very similar companies. And the rest of the US economy doesn’t give me much encouragement either.

Concentration

Overall, the S&P 500’s done very well in recent years. But not every company’s done equally well — a handful of strong performers have offset much weaker results elsewhere.

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For example, Microsoft’s revenues grew by around 15% in 2025, while Kraft Heinz saw a 2.5% decline in sales. For the index as a whole though, the net effect’s positive.

Microsoft’s sales increased by $36bn, while the drop at Kraft Heinz was less than $1bn. In other words, growth at bigger firms offsets a lot of smaller businesses going backwards.

The trouble is, it also creates risk. If at business like Microsoft falters for any reason, I don’t think there are going to be enough Kraft Heinz-like firms to offset this. 

The US economy

Something similar is true of the US economy. Consumer spending – which accounts for around 70% of US GDP – looks resilient, but there’s more going on beneath the surface.

In reality, the overall resilience is being driven by strong contributions from the most well-off in society. And just like the index, this has the power to cover a lot of weakness elsewhere. 

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A a result, the same risk emerges. If anything causes the wealthiest households in the US to rethink their consumption levels, this is unlikely to be offset by increased spending elsewhere.

As a result, I’m wary of the idea that investing in an S&P 500 fund is a good idea right now. But I do think there are potential opportunities within the index.

Insurance

One stock I’ve been buying recently is Brown & Brown (NYSE:BRO). The stock’s 37% off its 52-week highs, but I think there are some strong signs for the underlying business.

The insurance broker’s been dealing with two major issues recently: a weak market for insurers and integration costs after a large acquisition weighs on margins.

Both are genuine challenges, but I expect they will prove to be temporary. So I think the two of them combining to push the stock to unusually low levels could be a huge opportunity.

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Brown & Brown aims to combine the advantages of local knowledge with the economic benefits of scale. In an industry I think will be durable, that’s a powerful combination.

Investing strategy

One of the things I want from my Stocks and Shares ISA is diversification. And that’s why I’m unwilling to just ignore US stocks even when the S&P 500 as a whole looks risky.

I think Brown & Brown could be set to benefit from a double boost. A more helpful market for insurers could push sales higher while lower integration costs cause margins to expand.

The company’s long-term competitive position also looks strong to me. That’s why it’s still on my ‘to-buy’ list as I look for stocks to scoop up during a tricky time for the S&P 500 and the US economy.

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